Overview

Dataset statistics

Number of variables12
Number of observations1000
Missing cells980
Missing cells (%)8.2%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory93.9 KiB
Average record size in memory96.1 B

Variable types

Categorical2
Boolean1
Numeric8
Unsupported1

Alerts

name has a high cardinality: 869 distinct valuesHigh cardinality
pid is highly overall correlated with descriptionHigh correlation
modified_at is highly overall correlated with descriptionHigh correlation
num_tracks is highly overall correlated with num_albums and 4 other fieldsHigh correlation
num_albums is highly overall correlated with num_tracks and 4 other fieldsHigh correlation
num_followers is highly overall correlated with descriptionHigh correlation
num_edits is highly overall correlated with num_tracks and 4 other fieldsHigh correlation
duration_ms is highly overall correlated with num_tracks and 4 other fieldsHigh correlation
num_artists is highly overall correlated with num_tracks and 4 other fieldsHigh correlation
collaborative is highly overall correlated with descriptionHigh correlation
description is highly overall correlated with pid and 8 other fieldsHigh correlation
collaborative is highly imbalanced (82.6%)Imbalance
description has 980 (98.0%) missing valuesMissing
num_followers is highly skewed (γ1 = 31.51365065)Skewed
name is uniformly distributedUniform
pid is uniformly distributedUniform
description is uniformly distributedUniform
pid has unique valuesUnique
duration_ms has unique valuesUnique
tracks is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-04-29 17:23:03.247474
Analysis finished2023-04-29 17:23:10.324839
Duration7.08 seconds
Software versionydata-profiling v0.0.dev0
Download configurationconfig.json

Variables

name
Categorical

HIGH CARDINALITY  UNIFORM 

Distinct869
Distinct (%)86.9%
Missing0
Missing (%)0.0%
Memory size7.9 KiB
Country
 
17
country
 
6
Chill
 
6
rap
 
6
Worship
 
6
Other values (864)
959 

Length

Max length47
Median length27
Mean length7.819
Min length2

Characters and Unicode

Total characters7819
Distinct characters106
Distinct categories13 ?
Distinct scripts3 ?
Distinct blocks10 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique798 ?
Unique (%)79.8%

Sample

1st rowThrowbacks
2nd rowAwesome Playlist
3rd rowkorean
4th rowmat
5th row90s

Common Values

ValueCountFrequency (%)
Country 17
 
1.7%
country 6
 
0.6%
Chill 6
 
0.6%
rap 6
 
0.6%
Worship 6
 
0.6%
Rock 6
 
0.6%
Gospel 4
 
0.4%
oldies 4
 
0.4%
chill 4
 
0.4%
Wedding 4
 
0.4%
Other values (859) 937
93.7%

Length

2023-04-29T13:23:10.405888image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
country 35
 
2.4%
songs 34
 
2.3%
music 29
 
2.0%
chill 25
 
1.7%
summer 23
 
1.6%
party 21
 
1.4%
rock 20
 
1.4%
new 18
 
1.2%
my 18
 
1.2%
mix 17
 
1.2%
Other values (693) 1217
83.5%

Most occurring characters

ValueCountFrequency (%)
e 530
 
6.8%
528
 
6.8%
a 470
 
6.0%
o 462
 
5.9%
s 461
 
5.9%
i 449
 
5.7%
r 369
 
4.7%
t 363
 
4.6%
n 358
 
4.6%
l 336
 
4.3%
Other values (96) 3493
44.7%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 5750
73.5%
Uppercase Letter 1143
 
14.6%
Space Separator 528
 
6.8%
Decimal Number 238
 
3.0%
Other Punctuation 82
 
1.0%
Other Symbol 49
 
0.6%
Nonspacing Mark 8
 
0.1%
Math Symbol 6
 
0.1%
Close Punctuation 4
 
0.1%
Dash Punctuation 4
 
0.1%
Other values (3) 7
 
0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
e 530
 
9.2%
a 470
 
8.2%
o 462
 
8.0%
s 461
 
8.0%
i 449
 
7.8%
r 369
 
6.4%
t 363
 
6.3%
n 358
 
6.2%
l 336
 
5.8%
u 250
 
4.3%
Other values (18) 1702
29.6%
Uppercase Letter
ValueCountFrequency (%)
C 111
 
9.7%
S 110
 
9.6%
R 85
 
7.4%
M 85
 
7.4%
T 76
 
6.6%
A 65
 
5.7%
P 62
 
5.4%
O 51
 
4.5%
D 49
 
4.3%
L 48
 
4.2%
Other values (15) 401
35.1%
Other Symbol
ValueCountFrequency (%)
🔥 6
 
12.2%
😍 5
 
10.2%
4
 
8.2%
😈 3
 
6.1%
🌈 3
 
6.1%
🇲 3
 
6.1%
🇽 3
 
6.1%
° 2
 
4.1%
😻 2
 
4.1%
😭 2
 
4.1%
Other values (11) 16
32.7%
Decimal Number
ValueCountFrequency (%)
0 68
28.6%
1 52
21.8%
2 48
20.2%
7 18
 
7.6%
6 17
 
7.1%
9 13
 
5.5%
4 7
 
2.9%
5 6
 
2.5%
3 5
 
2.1%
8 4
 
1.7%
Other Punctuation
ValueCountFrequency (%)
' 26
31.7%
! 18
22.0%
. 17
20.7%
/ 6
 
7.3%
& 6
 
7.3%
# 5
 
6.1%
* 3
 
3.7%
: 1
 
1.2%
Nonspacing Mark
ValueCountFrequency (%)
5
62.5%
͡ 2
 
25.0%
͜ 1
 
12.5%
Modifier Symbol
ValueCountFrequency (%)
🏼 1
33.3%
🏻 1
33.3%
🏽 1
33.3%
Math Symbol
ValueCountFrequency (%)
~ 4
66.7%
< 2
33.3%
Dash Punctuation
ValueCountFrequency (%)
- 3
75.0%
1
 
25.0%
Space Separator
ValueCountFrequency (%)
528
100.0%
Close Punctuation
ValueCountFrequency (%)
) 4
100.0%
Open Punctuation
ValueCountFrequency (%)
( 3
100.0%
Currency Symbol
ValueCountFrequency (%)
$ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 6893
88.2%
Common 918
 
11.7%
Inherited 8
 
0.1%

Most frequent character per script

Latin
ValueCountFrequency (%)
e 530
 
7.7%
a 470
 
6.8%
o 462
 
6.7%
s 461
 
6.7%
i 449
 
6.5%
r 369
 
5.4%
t 363
 
5.3%
n 358
 
5.2%
l 336
 
4.9%
u 250
 
3.6%
Other values (43) 2845
41.3%
Common
ValueCountFrequency (%)
528
57.5%
0 68
 
7.4%
1 52
 
5.7%
2 48
 
5.2%
' 26
 
2.8%
! 18
 
2.0%
7 18
 
2.0%
. 17
 
1.9%
6 17
 
1.9%
9 13
 
1.4%
Other values (40) 113
 
12.3%
Inherited
ValueCountFrequency (%)
5
62.5%
͡ 2
 
25.0%
͜ 1
 
12.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII 7754
99.2%
None 30
 
0.4%
Emoticons 14
 
0.2%
Enclosed Alphanum Sup 6
 
0.1%
VS 5
 
0.1%
Misc Symbols 4
 
0.1%
Diacriticals 3
 
< 0.1%
Dingbats 1
 
< 0.1%
Punctuation 1
 
< 0.1%
IPA Ext 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
e 530
 
6.8%
528
 
6.8%
a 470
 
6.1%
o 462
 
6.0%
s 461
 
5.9%
i 449
 
5.8%
r 369
 
4.8%
t 363
 
4.7%
n 358
 
4.6%
l 336
 
4.3%
Other values (66) 3428
44.2%
None
ValueCountFrequency (%)
🔥 6
20.0%
🌈 3
10.0%
ñ 3
10.0%
° 2
 
6.7%
🎵 2
 
6.7%
💸 2
 
6.7%
🤤 2
 
6.7%
💛 2
 
6.7%
🖕 1
 
3.3%
🏼 1
 
3.3%
Other values (6) 6
20.0%
Emoticons
ValueCountFrequency (%)
😍 5
35.7%
😈 3
21.4%
😻 2
 
14.3%
😭 2
 
14.3%
😴 2
 
14.3%
VS
ValueCountFrequency (%)
5
100.0%
Misc Symbols
ValueCountFrequency (%)
4
100.0%
Enclosed Alphanum Sup
ValueCountFrequency (%)
🇲 3
50.0%
🇽 3
50.0%
Diacriticals
ValueCountFrequency (%)
͡ 2
66.7%
͜ 1
33.3%
Dingbats
ValueCountFrequency (%)
1
100.0%
Punctuation
ValueCountFrequency (%)
1
100.0%
IPA Ext
ValueCountFrequency (%)
ʖ 1
100.0%

collaborative
Boolean

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size1.1 KiB
False
974 
True
 
26
ValueCountFrequency (%)
False 974
97.4%
True 26
 
2.6%
2023-04-29T13:23:10.502189image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

pid
Real number (ℝ)

HIGH CORRELATION  UNIFORM  UNIQUE 

Distinct1000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean499.5
Minimum0
Maximum999
Zeros1
Zeros (%)0.1%
Negative0
Negative (%)0.0%
Memory size7.9 KiB
2023-04-29T13:23:10.584738image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile49.95
Q1249.75
median499.5
Q3749.25
95-th percentile949.05
Maximum999
Range999
Interquartile range (IQR)499.5

Descriptive statistics

Standard deviation288.81944
Coefficient of variation (CV)0.57821709
Kurtosis-1.2
Mean499.5
Median Absolute Deviation (MAD)250
Skewness0
Sum499500
Variance83416.667
MonotonicityStrictly increasing
2023-04-29T13:23:10.683393image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1
 
0.1%
671 1
 
0.1%
658 1
 
0.1%
659 1
 
0.1%
660 1
 
0.1%
661 1
 
0.1%
662 1
 
0.1%
663 1
 
0.1%
664 1
 
0.1%
665 1
 
0.1%
Other values (990) 990
99.0%
ValueCountFrequency (%)
0 1
0.1%
1 1
0.1%
2 1
0.1%
3 1
0.1%
4 1
0.1%
5 1
0.1%
6 1
0.1%
7 1
0.1%
8 1
0.1%
9 1
0.1%
ValueCountFrequency (%)
999 1
0.1%
998 1
0.1%
997 1
0.1%
996 1
0.1%
995 1
0.1%
994 1
0.1%
993 1
0.1%
992 1
0.1%
991 1
0.1%
990 1
0.1%

modified_at
Real number (ℝ)

Distinct567
Distinct (%)56.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.4762472 × 109
Minimum1.3226112 × 109
Maximum1.5094944 × 109
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size7.9 KiB
2023-04-29T13:23:10.782064image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1.3226112 × 109
5-th percentile1.3931957 × 109
Q11.459944 × 109
median1.491048 × 109
Q31.5057792 × 109
95-th percentile1.5091488 × 109
Maximum1.5094944 × 109
Range1.868832 × 108
Interquartile range (IQR)45835200

Descriptive statistics

Standard deviation37195674
Coefficient of variation (CV)0.0251961
Kurtosis1.0896679
Mean1.4762472 × 109
Median Absolute Deviation (MAD)16804800
Skewness-1.3395498
Sum1.4762472 × 1012
Variance1.3835182 × 1015
MonotonicityNot monotonic
2023-04-29T13:23:10.880841image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1509148800 17
 
1.7%
1509321600 15
 
1.5%
1509408000 12
 
1.2%
1508803200 11
 
1.1%
1509062400 11
 
1.1%
1509235200 11
 
1.1%
1508976000 9
 
0.9%
1508544000 9
 
0.9%
1508889600 9
 
0.9%
1508630400 8
 
0.8%
Other values (557) 888
88.8%
ValueCountFrequency (%)
1322611200 1
0.1%
1340150400 1
0.1%
1346457600 1
0.1%
1348704000 1
0.1%
1359244800 1
0.1%
1365379200 1
0.1%
1365897600 1
0.1%
1366070400 1
0.1%
1366416000 1
0.1%
1366502400 1
0.1%
ValueCountFrequency (%)
1509494400 4
 
0.4%
1509408000 12
1.2%
1509321600 15
1.5%
1509235200 11
1.1%
1509148800 17
1.7%
1509062400 11
1.1%
1508976000 9
0.9%
1508889600 9
0.9%
1508803200 11
1.1%
1508716800 5
 
0.5%

num_tracks
Real number (ℝ)

Distinct205
Distinct (%)20.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean67.503
Minimum5
Maximum245
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size7.9 KiB
2023-04-29T13:23:10.983407image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum5
5-th percentile10
Q125
median50
Q392.5
95-th percentile189.05
Maximum245
Range240
Interquartile range (IQR)67.5

Descriptive statistics

Standard deviation55.00334
Coefficient of variation (CV)0.81482807
Kurtosis0.86649896
Mean67.503
Median Absolute Deviation (MAD)29
Skewness1.2405833
Sum67503
Variance3025.3674
MonotonicityNot monotonic
2023-04-29T13:23:11.089880image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
18 20
 
2.0%
17 20
 
2.0%
24 18
 
1.8%
35 17
 
1.7%
10 16
 
1.6%
16 16
 
1.6%
22 15
 
1.5%
23 15
 
1.5%
19 15
 
1.5%
26 15
 
1.5%
Other values (195) 833
83.3%
ValueCountFrequency (%)
5 8
0.8%
6 7
0.7%
7 5
 
0.5%
8 7
0.7%
9 8
0.8%
10 16
1.6%
11 6
 
0.6%
12 13
1.3%
13 7
0.7%
14 15
1.5%
ValueCountFrequency (%)
245 2
0.2%
241 2
0.2%
240 1
 
0.1%
238 1
 
0.1%
236 1
 
0.1%
235 3
0.3%
234 1
 
0.1%
233 2
0.2%
229 1
 
0.1%
228 1
 
0.1%

num_albums
Real number (ℝ)

Distinct165
Distinct (%)16.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.526
Minimum2
Maximum225
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size7.9 KiB
2023-04-29T13:23:11.205022image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum2
5-th percentile8
Q119
median38
Q370
95-th percentile139.05
Maximum225
Range223
Interquartile range (IQR)51

Descriptive statistics

Standard deviation41.448997
Coefficient of variation (CV)0.82034986
Kurtosis1.4119599
Mean50.526
Median Absolute Deviation (MAD)22
Skewness1.3342064
Sum50526
Variance1718.0193
MonotonicityNot monotonic
2023-04-29T13:23:11.305040image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
17 28
 
2.8%
15 26
 
2.6%
9 22
 
2.2%
16 21
 
2.1%
20 21
 
2.1%
12 19
 
1.9%
22 18
 
1.8%
21 18
 
1.8%
11 17
 
1.7%
42 16
 
1.6%
Other values (155) 794
79.4%
ValueCountFrequency (%)
2 1
 
0.1%
3 3
 
0.3%
4 8
 
0.8%
5 11
1.1%
6 12
1.2%
7 14
1.4%
8 9
0.9%
9 22
2.2%
10 14
1.4%
11 17
1.7%
ValueCountFrequency (%)
225 1
0.1%
201 1
0.1%
200 1
0.1%
194 2
0.2%
193 1
0.1%
187 1
0.1%
183 2
0.2%
181 2
0.2%
180 2
0.2%
178 1
0.1%

num_followers
Real number (ℝ)

HIGH CORRELATION  SKEWED 

Distinct17
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.583
Minimum1
Maximum1038
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size7.9 KiB
2023-04-29T13:23:11.404559image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q31.25
95-th percentile4
Maximum1038
Range1037
Interquartile range (IQR)0.25

Descriptive statistics

Standard deviation32.813501
Coefficient of variation (CV)12.70364
Kurtosis995.36643
Mean2.583
Median Absolute Deviation (MAD)0
Skewness31.513651
Sum2583
Variance1076.7258
MonotonicityNot monotonic
2023-04-29T13:23:11.496091image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%)
1 750
75.0%
2 138
 
13.8%
3 57
 
5.7%
4 24
 
2.4%
5 8
 
0.8%
6 6
 
0.6%
7 4
 
0.4%
8 3
 
0.3%
9 2
 
0.2%
18 1
 
0.1%
Other values (7) 7
 
0.7%
ValueCountFrequency (%)
1 750
75.0%
2 138
 
13.8%
3 57
 
5.7%
4 24
 
2.4%
5 8
 
0.8%
6 6
 
0.6%
7 4
 
0.4%
8 3
 
0.3%
9 2
 
0.2%
10 1
 
0.1%
ValueCountFrequency (%)
1038 1
 
0.1%
22 1
 
0.1%
18 1
 
0.1%
17 1
 
0.1%
15 1
 
0.1%
13 1
 
0.1%
11 1
 
0.1%
10 1
 
0.1%
9 2
0.2%
8 3
0.3%

tracks
Unsupported

REJECTED  UNSUPPORTED 

Missing0
Missing (%)0.0%
Memory size7.9 KiB

num_edits
Real number (ℝ)

Distinct91
Distinct (%)9.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.546
Minimum2
Maximum178
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size7.9 KiB
2023-04-29T13:23:11.600400image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum2
5-th percentile2
Q14
median10
Q322
95-th percentile61.05
Maximum178
Range176
Interquartile range (IQR)18

Descriptive statistics

Standard deviation20.978751
Coefficient of variation (CV)1.1956429
Kurtosis8.5058089
Mean17.546
Median Absolute Deviation (MAD)7
Skewness2.5383473
Sum17546
Variance440.10799
MonotonicityNot monotonic
2023-04-29T13:23:11.712762image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
2 97
 
9.7%
3 90
 
9.0%
4 73
 
7.3%
5 66
 
6.6%
6 58
 
5.8%
7 41
 
4.1%
10 39
 
3.9%
8 39
 
3.9%
9 32
 
3.2%
14 29
 
2.9%
Other values (81) 436
43.6%
ValueCountFrequency (%)
2 97
9.7%
3 90
9.0%
4 73
7.3%
5 66
6.6%
6 58
5.8%
7 41
4.1%
8 39
3.9%
9 32
 
3.2%
10 39
3.9%
11 24
 
2.4%
ValueCountFrequency (%)
178 1
0.1%
131 1
0.1%
129 1
0.1%
126 1
0.1%
125 1
0.1%
113 1
0.1%
102 1
0.1%
98 1
0.1%
97 1
0.1%
95 2
0.2%

duration_ms
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct1000
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15740613
Minimum1002971
Maximum57817131
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size7.9 KiB
2023-04-29T13:23:11.831310image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1002971
5-th percentile2440969.5
Q15810389.8
median11631165
Q321819152
95-th percentile44448600
Maximum57817131
Range56814160
Interquartile range (IQR)16008763

Descriptive statistics

Standard deviation12905746
Coefficient of variation (CV)0.81990111
Kurtosis0.80759958
Mean15740613
Median Absolute Deviation (MAD)6916441
Skewness1.2298439
Sum1.5740613 × 1010
Variance1.6655828 × 1014
MonotonicityNot monotonic
2023-04-29T13:23:11.944812image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
11532414 1
 
0.1%
12802098 1
 
0.1%
17015069 1
 
0.1%
34378400 1
 
0.1%
19777780 1
 
0.1%
13099768 1
 
0.1%
49666604 1
 
0.1%
12167420 1
 
0.1%
4274978 1
 
0.1%
12627140 1
 
0.1%
Other values (990) 990
99.0%
ValueCountFrequency (%)
1002971 1
0.1%
1004632 1
0.1%
1008292 1
0.1%
1009640 1
0.1%
1170598 1
0.1%
1185919 1
0.1%
1202613 1
0.1%
1207465 1
0.1%
1212478 1
0.1%
1384776 1
0.1%
ValueCountFrequency (%)
57817131 1
0.1%
57648694 1
0.1%
56753582 1
0.1%
55676545 1
0.1%
55454339 1
0.1%
54799152 1
0.1%
54713205 1
0.1%
54634292 1
0.1%
54172588 1
0.1%
54136863 1
0.1%

num_artists
Real number (ℝ)

Distinct130
Distinct (%)13.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38.746
Minimum3
Maximum175
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size7.9 KiB
2023-04-29T13:23:12.078632image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum3
5-th percentile5.95
Q116
median30
Q353
95-th percentile103.05
Maximum175
Range172
Interquartile range (IQR)37

Descriptive statistics

Standard deviation31.245091
Coefficient of variation (CV)0.80640818
Kurtosis2.1645569
Mean38.746
Median Absolute Deviation (MAD)17
Skewness1.4368811
Sum38746
Variance976.25574
MonotonicityNot monotonic
2023-04-29T13:23:12.175625image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
15 27
 
2.7%
23 26
 
2.6%
17 25
 
2.5%
3 24
 
2.4%
16 24
 
2.4%
9 24
 
2.4%
12 22
 
2.2%
25 22
 
2.2%
10 21
 
2.1%
20 21
 
2.1%
Other values (120) 764
76.4%
ValueCountFrequency (%)
3 24
2.4%
4 11
1.1%
5 15
1.5%
6 20
2.0%
7 15
1.5%
8 16
1.6%
9 24
2.4%
10 21
2.1%
11 15
1.5%
12 22
2.2%
ValueCountFrequency (%)
175 1
0.1%
172 1
0.1%
171 1
0.1%
167 1
0.1%
156 1
0.1%
155 1
0.1%
149 2
0.2%
148 2
0.2%
141 2
0.2%
140 2
0.2%

description
Categorical

HIGH CORRELATION  MISSING  UNIFORM 

Distinct20
Distinct (%)100.0%
Missing980
Missing (%)98.0%
Memory size7.9 KiB
Intense, high testosterone, ground-breaking, floor vibrating, adrenaline pumping EDM music. :&gt;
 
1
songs that make me want to be better
 
1
The best from the movies
 
1
but actually electric, teenage songs
 
1
Just a big mix of music
 
1
Other values (15)
15 

Length

Max length97
Median length29
Mean length29.4
Min length3

Characters and Unicode

Total characters588
Distinct characters41
Distinct categories5 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique20 ?
Unique (%)100.0%

Sample

1st rowchilllll out
2nd rowuzi
3rd rowsit back and chill
4th rowel espanish trap.
5th rowroasty toasty in the holy ghosty

Common Values

ValueCountFrequency (%)
Intense, high testosterone, ground-breaking, floor vibrating, adrenaline pumping EDM music. :&gt; 1
 
0.1%
songs that make me want to be better 1
 
0.1%
The best from the movies 1
 
0.1%
but actually electric, teenage songs 1
 
0.1%
Just a big mix of music 1
 
0.1%
I listen to this at the moment. Try a couple songs from each artist to see how you like them. 1
 
0.1%
closeted hypochondriac 1
 
0.1%
Bumblebee Tuna 1
 
0.1%
Buenos Días Muchachos 1
 
0.1%
A little bit of everything 1
 
0.1%
Other values (10) 10
 
1.0%
(Missing) 980
98.0%

Length

2023-04-29T13:23:12.273823image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
the 4
 
4.0%
to 4
 
4.0%
a 3
 
3.0%
songs 3
 
3.0%
from 2
 
2.0%
of 2
 
2.0%
i 2
 
2.0%
music 2
 
2.0%
listen 2
 
2.0%
intense 1
 
1.0%
Other values (75) 75
75.0%

Most occurring characters

ValueCountFrequency (%)
80
13.6%
t 52
 
8.8%
e 51
 
8.7%
s 35
 
6.0%
o 35
 
6.0%
i 32
 
5.4%
n 30
 
5.1%
a 29
 
4.9%
h 26
 
4.4%
l 26
 
4.4%
Other values (31) 192
32.7%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 470
79.9%
Space Separator 80
 
13.6%
Other Punctuation 19
 
3.2%
Uppercase Letter 18
 
3.1%
Dash Punctuation 1
 
0.2%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
t 52
11.1%
e 51
 
10.9%
s 35
 
7.4%
o 35
 
7.4%
i 32
 
6.8%
n 30
 
6.4%
a 29
 
6.2%
h 26
 
5.5%
l 26
 
5.5%
r 25
 
5.3%
Other values (15) 129
27.4%
Uppercase Letter
ValueCountFrequency (%)
I 4
22.2%
T 3
16.7%
M 2
11.1%
D 2
11.1%
B 2
11.1%
A 2
11.1%
E 1
 
5.6%
J 1
 
5.6%
W 1
 
5.6%
Other Punctuation
ValueCountFrequency (%)
. 7
36.8%
, 5
26.3%
& 3
15.8%
; 3
15.8%
: 1
 
5.3%
Space Separator
ValueCountFrequency (%)
80
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 488
83.0%
Common 100
 
17.0%

Most frequent character per script

Latin
ValueCountFrequency (%)
t 52
 
10.7%
e 51
 
10.5%
s 35
 
7.2%
o 35
 
7.2%
i 32
 
6.6%
n 30
 
6.1%
a 29
 
5.9%
h 26
 
5.3%
l 26
 
5.3%
r 25
 
5.1%
Other values (24) 147
30.1%
Common
ValueCountFrequency (%)
80
80.0%
. 7
 
7.0%
, 5
 
5.0%
& 3
 
3.0%
; 3
 
3.0%
: 1
 
1.0%
- 1
 
1.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 587
99.8%
None 1
 
0.2%

Most frequent character per block

ASCII
ValueCountFrequency (%)
80
13.6%
t 52
 
8.9%
e 51
 
8.7%
s 35
 
6.0%
o 35
 
6.0%
i 32
 
5.5%
n 30
 
5.1%
a 29
 
4.9%
h 26
 
4.4%
l 26
 
4.4%
Other values (30) 191
32.5%
None
ValueCountFrequency (%)
í 1
100.0%

Interactions

2023-04-29T13:23:09.226765image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.203823image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.969953image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.721250image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.397094image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.143974image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.841153image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.532335image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.313827image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.306921image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.074455image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.801417image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.477700image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.225522image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.926038image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.614854image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.406749image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.398431image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.172955image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.893933image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.650243image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.319249image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.018559image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.712957image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.492723image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.503661image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.264002image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.974482image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.731794image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.399941image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.104033image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.793458image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.586051image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.588175image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.352624image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.051472image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.804412image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.483999image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.184955image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.876320image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.774399image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.674686image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.439296image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.132983image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.885944image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.567513image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.267123image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.960847image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.864394image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.764876image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.532003image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.220060image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.970457image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.667892image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.355314image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.053016image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.956211image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:04.855913image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:05.626616image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:06.309580image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.056464image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:07.752953image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:08.442750image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-04-29T13:23:09.137228image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Correlations

2023-04-29T13:23:12.353441image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
pidmodified_atnum_tracksnum_albumsnum_followersnum_editsduration_msnum_artistscollaborativedescription
pid1.0000.0070.0330.017-0.029-0.0010.0290.0230.0551.000
modified_at0.0071.0000.2300.2740.0880.3340.2200.2560.0001.000
num_tracks0.0330.2301.0000.9060.2000.6040.9910.8440.0001.000
num_albums0.0170.2740.9061.0000.2100.6630.9040.9590.0001.000
num_followers-0.0290.0880.2000.2101.0000.2240.1990.1920.0001.000
num_edits-0.0010.3340.6040.6630.2241.0000.6070.6450.0351.000
duration_ms0.0290.2200.9910.9040.1990.6071.0000.8370.0001.000
num_artists0.0230.2560.8440.9590.1920.6450.8371.0000.0331.000
collaborative0.0550.0000.0000.0000.0000.0350.0000.0331.0001.000
description1.0001.0001.0001.0001.0001.0001.0001.0001.0001.000

Missing values

2023-04-29T13:23:10.103328image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
A simple visualization of nullity by column.
2023-04-29T13:23:10.253847image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

namecollaborativepidmodified_atnum_tracksnum_albumsnum_followerstracksnum_editsduration_msnum_artistsdescription
0Throwbacksfalse0149342400052471[{'pos': 0, 'artist_name': 'Missy Elliott', 'track_uri': 'spotify:track:0UaMYEvWZi0ZqiDOoHU3YI', 'artist_uri': 'spotify:artist:2wIVse2owClT7go1WT98tk', 'track_name': 'Lose Control (feat. Ciara & Fat Man Scoop)', 'album_uri': 'spotify:album:6vV5UrXcfyQD1wu4Qo2I9K', 'duration_ms': 226863, 'album_name': 'The Cookbook'}, {'pos': 1, 'artist_name': 'Britney Spears', 'track_uri': 'spotify:track:6I9VzXrHxO9rA9A5euc8Ak', 'artist_uri': 'spotify:artist:26dSoYclwsYLMAKD3tpOr4', 'track_name': 'Toxic', 'album_uri': 'spotify:album:0z7pVBGOD7HCIB7S8eLkLI', 'duration_ms': 198800, 'album_name': 'In The Zone'}, {'pos': 2, 'artist_name': 'Beyoncé', 'track_uri': 'spotify:track:0WqIKmW4BTrj3eJFmnCKMv', 'artist_uri': 'spotify:artist:6vWDO969PvNqNYHIOW5v0m', 'track_name': 'Crazy In Love', 'album_uri': 'spotify:album:25hVFAxTlDvXbx2X2QkUkE', 'duration_ms': 235933, 'album_name': 'Dangerously In Love (Alben für die Ewigkeit)'}, {'pos': 3, 'artist_name': 'Justin Timberlake', 'track_uri': 'spotify:track:1AWQoqb9bSvzTjaLralEkT', 'artist_uri': 'spotify:artist:31TPClRtHm23RisEBtV3X7', 'track_name': 'Rock Your Body', 'album_uri': 'spotify:album:6QPkyl04rXwTGlGlcYaRoW', 'duration_ms': 267266, 'album_name': 'Justified'}, {'pos': 4, 'artist_name': 'Shaggy', 'track_uri': 'spotify:track:1lzr43nnXAijIGYnCT8M8H', 'artist_uri': 'spotify:artist:5EvFsr3kj42KNv97ZEnqij', 'track_name': 'It Wasn't Me', 'album_uri': 'spotify:album:6NmFmPX56pcLBOFMhIiKvF', 'duration_ms': 227600, 'album_name': 'Hot Shot'}, {'pos': 5, 'artist_name': 'Usher', 'track_uri': 'spotify:track:0XUfyU2QviPAs6bxSpXYG4', 'artist_uri': 'spotify:artist:23zg3TcAtWQy7J6upgbUnj', 'track_name': 'Yeah!', 'album_uri': 'spotify:album:0vO0b1AvY49CPQyVisJLj0', 'duration_ms': 250373, 'album_name': 'Confessions'}, {'pos': 6, 'artist_name': 'Usher', 'track_uri': 'spotify:track:68vgtRHr7iZHpzGpon6Jlo', 'artist_uri': 'spotify:artist:23zg3TcAtWQy7J6upgbUnj', 'track_name': 'My Boo', 'album_uri': 'spotify:album:1RM6MGv6bcl6NrAG8PGoZk', 'duration_ms': 223440, 'album_name': 'Confessions'}, {'pos': 7, 'artist_name': 'The Pussycat Dolls', 'track_uri': 'spotify:track:3BxWKCI06eQ5Od8TY2JBeA', 'artist_uri': 'spotify:artist:6wPhSqRtPu1UhRCDX5yaDJ', 'track_name': 'Buttons', 'album_uri': 'spotify:album:5x8e8UcCeOgrOzSnDGuPye', 'duration_ms': 225560, 'album_name': 'PCD'}, {'pos': 8, 'artist_name': 'Destiny's Child', 'track_uri': 'spotify:track:7H6ev70Weq6DdpZyyTmUXk', 'artist_uri': 'spotify:artist:1Y8cdNmUJH7yBTd9yOvr5i', 'track_name': 'Say My Name', 'album_uri': 'spotify:album:283NWqNsCA9GwVHrJk59CG', 'duration_ms': 271333, 'album_name': 'The Writing's On The Wall'}, {'pos': 9, 'artist_name': 'OutKast', 'track_uri': 'spotify:track:2PpruBYCo4H7WOBJ7Q2EwM', 'artist_uri': 'spotify:artist:1G9G7WwrXka3Z1r7aIDjI7', 'track_name': 'Hey Ya! 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